{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用自相关求周期型\n",
    "测量不确定性和噪声有时会导致难以发现信号中的振荡行为，即使该震荡行为是预期存在的。\n",
    "\n",
    "周期信号的自相关序列与信号本身具有相同的周期特征。因此，自相关可以帮助验证周期的存在并确定其持续时间。\n",
    "\n",
    "以由办公楼内温度计采集的一组温度数据为例。该设备每半小时读取一次读数，持续读取四个月。加载数据并对其绘图。减去均值以重点关注温度波动。将温度转换为摄氏度。测量时间以天为单位。因此，采样率为 2 次测量/小时 × 24 小时/天 = 48 次测量/天。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import scipy.io as scio\n",
    "import scipy.signal as sig\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "定义了自相关函数，使用numpy库，并且仿照matlab设置了lags"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def xcorr(x,y,timelaggy):\n",
    "    x = x.flatten()\n",
    "    y = y.flatten()\n",
    "    out = np.correlate(x,y,'full')\n",
    "    midIndex = int(len(out)/2)\n",
    "    mid = out[midIndex]\n",
    "    autocor = out/mid\n",
    "    if timelaggy>len(out)/2:\n",
    "        autocor = autocor\n",
    "        lags = np.linspace(-len(out)/2,len(out)/2,2*len(out)+1  )\n",
    "    else :\n",
    "        autocor = autocor[midIndex-timelaggy:midIndex+timelaggy+1]\n",
    "        lags = np.linspace(-timelaggy,timelaggy,2*timelaggy+1)\n",
    "    return autocor,lags"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataFile1 = './temp.mat'\n",
    "data1 = scio.loadmat(dataFile1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(5584,)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tempC = np.array(data1['temp'])\n",
    "tempC = (tempC-32)*5/9\n",
    "tempnorm = tempC -  np.mean(tempC)\n",
    "C = tempnorm.transpose()\n",
    "C = C.flatten()\n",
    "C.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fs = 2*24\n",
    "t = np.linspace(0,(len(tempnorm)-1),len(tempnorm))/fs\n",
    "plt.plot(t,tempnorm)\n",
    "plt.xlabel('Time(days)')\n",
    "plt.ylabel('Temperature(℃)')\n",
    "plt.axis('tight')\n",
    "T = t.transpose()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "温度似乎确实有震荡特性，但周期的长度并不容易确定。\n",
    "\n",
    "计算温度的自相关性（时滞为零时该值为 1）。将正时滞和负时滞限制为三周。请注意信号的双周期性。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "out = np.correlate(C,C,'full')\n",
    "#plt.xcorr(C,3*7*fs)\n",
    "plt.plot(out)\n",
    "#out.shape\n",
    "len(out)/2\n",
    "out[int(len(out)/2)]\n",
    "outt = out[int(len(out)/2)-21*fs:int(len(out)/2)+21*fs]\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "上图为不设置时滞的自相关计算"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2016,)\n",
      "(2016,)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1ccc2c5c5f8>]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tt = np.linspace(-21,21,2*21*fs)\n",
    "print(tt.shape)\n",
    "print(outt.shape)\n",
    "plt.plot(tt,outt/out[int(len(out)/2)])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "通过找到峰值位置并确定它们之间的平均时间差来确定短周期和长周期。\n",
    "\n",
    "要找到长周期，请将 findpeaks 限制为只寻找间隔时间超过短周期且最小高度为 0.3 的峰值。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(41,)\n"
     ]
    },
    {
     "data": {
      "image/png": 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C4gC+AuB1ADYCeAchZOM03/scgJ8t9JiHQmdWBwCRQ63QWHDKo7clhWqNRt4YOhw+m0fjRQNFw0JW9+c4MA/fEtk8bekEUol4U3j4JaOKla1pABDjV2gsRgrM4Hfn9EX5+2F4+GcC2E0pfZZSagC4E8BFAd/7GwDfB3AghGPOiNYU88ymymoSRwGyhw8g8vw24/AdD3+8aKJQqSKbjPu+m0lqKBhVjEsGPy0FcqMKSikKhoVe+54UmoBqWw7glGeLbcPCRhgGfw2AF6XXe+z3BAghawBcDODmEI53SLSkmCfWDAHC5QDH4DP6IOoZLD4Ov2ggX7GQTQZ7+CXZw89wD7+GWoSL/8pmDZSyB1QiTlCM+ANquYDbLG7DwkYYBj8oWdQ7078I4KOU0kPOKkLINYSQnYSQncPDw/MaUE4Z/EihZBv8Xm7wI35fOIffJoK25rSUTsbD4belE0jrkopmRFGwabasHmc7EkMZ/CiA735zAc5FGAjD4O8BsE56vRbAXs93NgG4kxDyHIBLAdxECHlL0B+jlN5CKd1EKd3U09MzrwEl4jGkE/Hol7fPhCWkV86NS0+ueSidlB6HFo+hJaVhvGgiX6kGeviZAA4/befqR5nWKVbY2DK6hozupJY2HZbQOgGc3W9LMrqUzoMAjiKE9BFCdACXAbhH/gKltI9Sup5Suh7AfwL4AKX0hyEce1q0NEN5+0xYQk2xS0YVSS0mtqmFiBsXTukAENW2RcOahsOPMw6/2FwGn9+DjB63H1rRHeuMWELrBHDijrlFonQW/FcppRYh5Fqw7Js4gNsopY8TQt5vf14X3t6LptAzmQm2jrz13auATe9hLfOaVK+8aFSR0eNimxplb5JSKigdgKVZjpdMFKbl8DUYVg2jBQNZPY5EPIakLb8QZZqE34NMUkNab2JKx14n9K6rceCYd6H3qTtAmnSdAGz3m9HjoiAubITyGKGU3gvgXs97gYaeUnp1GMc8FFpSCUw2eZbOw/ET0Z8/Fx+6/1+BLf+zaSdxwbAYdWB7yIVKdI2LUa2hRiF4+LZ0AmM8S0cP8PDt9/ZNlATnzx8WUU7N5Pcg2+wePgD0bcETa7bi+Ie/hKeP/f9wdJOuE4DFtxaLvweWaKUtALQ2u4cPYOjhn+Py+A78V/vlTa1XXrI9fB70jLKHXzZYoFWmdEYLFZTMYA6fv7d3vIxWbvD16Bt84eHrGtK61txZOoP96Bu8EzdaF2PN7u807ToBWFrmYmXoAEvY4DMOv4k9/MF+vPKx/4lrzevw7cwVjM5pUr1yTulwIxplD5/z7txot2cSeHG0BADCg5fB39t1YEpURzYDh889+mwyzgTgIvwQnhE2Z/+NtZ/CDdZW3Nz78aZdJwAL2uYWKQcfWMoGP5lobg9/aAA39XwcD9SOZxIRNlfZjHrlJYMVMsViRGS1RBXC4HMOXzLyvIJbBpfxKJs1IXjFFTWjzIsXDDlLp4kpHbvfAtf17zeOa9p1ArCgbYuidOaObFJr7urBzdvQbx4HQJKx7dsCbN7WuDHNEwUphz2ja8LYRBHcSKdE0NYx8vLPHHIJPK8k5ruDSHv49trIJuPNHbTdvA3o24IDk2UATFq4WdcJwIK2itKZB3IpZliiXO14KLxkT+KxotHU58E9fIAZmCg/iL2Ujixi1Rlk8KXPeSVxqhmCtvzBpi2BoC0cocThqQqsRWoPWA/kKypoOy/keEZIhOmDmUApFal+NQqh1dKM4Bw+wNIYo8zhlz2UzoaerPhsXWfa9315+726Pe363Sh7zcUKS/+LxQjSuoaS2bzOEaUUY0VGhTT7WsmXg9N/w8KSNfj8okXZuMyEkllFtUZxeBczOKOF5pV6LtppmQDz8CPN4Rtug39ET058FkTpEELEw+yUde2u3y2Z0fU0C0ZV3BM+ft7Vq9lQsWqo1ihWtTeHdMd0oJQibywupbPketpy8G1RMzTcCAKftOs603hi36So5GxGyB5+Rtci7YE5lA7zhVKJOG67ehO02PS+0TffcyZ2HcgL+ofr5keaw5cqh/m9KUoPgWYCXyur2tJ4en++abX9S2YVlGJR70Hz3d1ZggcJo8wXzwR5EgPRV5icDoZVg1WjDqWTjGPveKnBo5oe3qAtALzq2BUz/s6m9Z3YtL5TvI7FCFKJGCoRNviFimPcm4GCmgl8ja9ucg+fsxG5AAmPsLAMKJ3mvPm8hmCNzQs36yQWFImUpRPlAKE3LXO+SCWiHQgtmZaoHM6Igrjojncm8F28cI6atP5GLoZbLCxZg9/slE5eeC3NPYllGV7+vwikR1Dp0JulM1+ko9D1aobrW6hUkUm6Ofwox1ZmgmPw7XaNzbpWKk4x3GJhyRr8bJNn6QhKp8m3qUXDbUAzcn1EBJUOS1K64kKQSsRRbrQe/gzXt2hYyNi7GFE30KweftnrHDXnWhHO0SJm6SxZDt/x8Jt7Eve2JBGPkab18EtSRSfAPHyzSmFYNeh29bDxnStxF3kN3hHbgdjbtjdUJK5sMinn2ALVClNRaCrStwXlt3wdlW++C0NHvhMbh+4SiquFyq+EmJ0ctG1GcEO5ojUFQpq3ITt3hBSlMw/4OPwI0gczgW9LW1IJ5JLNKwRX9FI6Xonkvi34fuy1eFflu3h63dsarghaMqsLpnMAsKBtBNIcB2InYrt5PjbuuhnY9F5xfYuu6mfb4Deagpon+NpoTWnI6lq0nbwZ7JCsb7RYWLIGP6PHQQgiTR/MBM5L5pJaUzdz8VI6InuKe5OD/biwfC9utC7GYc82XulQbn6yEESlbWDhqV/j8vgO3GhdDCoprhaMqvDweUC9WQXUChWHCol6JfdMdoiv+aBWmmFhyRp8QghyuuYEbfu2gF56O0p3XIG9P7AV9SLcKGFKaoSQS2rRDj7PwmsRRT62kSlWLDHZP0L+B26wtmL7mk81XOlQbn6yEKQS8cbn4Q/24+yH/w7XmtfhBmsr8m/6GnDX1bCe+Q0Mq+Z4+F4V0ybbDecrFghhTl42qSEf5QeX1Njot7dsA5XsULGy+Bz+kjX4gF9A7S/pU3FL+ZVY/ei/uba3UURB0tTIRV0ITvJaajXqCw4CcEkrALaHPzSA6iW3Y0fpGADAQ+SEhisdls2qKwd/vohEls7QAL59+D8KJckD3WcCW7fDfHEnAOee+MTe7PtZfeY3oJRGfjc8VbaQ0zXm5EV9rQBA3xb8SLsQ5+y9HYPrLxN2yFEwVZTOvMC2d86ie+nRX4jtbdQbisgiSpFX/rS9ltK3r8DXP/1XqH7vKuG1cCPiVNpKHv7mbRhbcZb4M2NFo+FKh+Fx+HGUGy2tsHkbHo6dKF6OFdj1nTj1gwAcTzKpxRAj7riKcfFtmPzW5bjv5m2R3w0XKpboAZvVNZHwEFkM9uP8/I9xo3UxVj19h7BDRcOCFiOiUnsxsKQNfi6pORWqg/142c4Pi+2tcfFtDacPZkLRcDosRZ7SAYC+Lfh29QL8Nf1P7Fr3dik46MnS8dRHjHHpZyAS8hFhcfipRKzxHj6A8ZIhDAiX2S54dl1MD8hdEPdHnIBvWufjlfu3R343nJf6DedSEV8rg/2gd12NbbUP4QZrK76x9lPCDrHq5zgIWZx+tsASN/guz3hoALev/gexvX2p88yG0wczIW+rGQL+nUokMdiPi2s/8wVfi0YVhDADCPhTAEdsI7ShJ4vRohHwh+uLklkLjdJpOIcP9hDdYAvAcYNfrLgfwuxnd5C5+uxvnGDvg82zG84ltWjX3gwNoHTR13CfwXpd/K66UdihQmVxlTKB5WTwN2/Db+yLDAAHpqLdKKHQTJSO7bV80GC7p29JXkvJsJBOOF4LPye+KLmHf0RPDhMlE9UGS/SWQ6V0qowDbyDGiyY2dNuKq0W3hy83ZXdp4g/240xpN/zSa2+O9G7YTX9G3DnavA0Hux0ac9+EY4fkXf1iYUkbfC8VcjBfwRG2vvmBqWjLDctPe+61COMRtSyKoQGMvf4WsXt6kJwovJaihyLh5fzcy+RGaENPFpQ2XkKCUToLXxZpu4+B0eBmHONFAyvbUkgn4uLhKgLpknFJy5TO0AB+eORnxP3c27GpsbvhQ8x3r3MUaUoHwIgtdX54Vwb7J8ri/XzFcj2EFwOhGHxCyIWEkKcIIbsJIdcHfP4uQshj9r/fE0JODuO4h4I3J/dgvoJjV7YCAEbyETf4RlUUYGTtxg7eLIrI1BRs3oa9HWeIl3LwVe52BTiiZNzLHM0zI7SuIwOg8dpHYaVlct68kYFbw6qhYFTRnk6gM6sL+kxotvg8fGc3/Kh2kvhsJN/gYPoh5rvcNCSnazCsGswId73i1Nrxq1sxVbGEkyP3jVgsLNjgE0LiAL4C4HUANgJ4ByFko+drgwDOpZSeBODTAG5Z6HFnA0aFsMltWDVMli3RwWgy4pH8QsWphPQGOtG3BWNvuAWT37o8MjUFw/YDdE172hWIlbXwASAeI0hLSpKjRQMtSU00CG/0drxkVpEKwcviD7lGBm4nbImBtkwCHdmEuC+ihD/p5vDloO1IwRCNOEYLDY6t2Flg1e9ehR9+4QOofvcq13zPV5ymIc2gkjsiDH4bAGC/3cq0UGkOSudMALsppc9SSg0AdwK4SP4CpfT3lNIx++V/A1gbwnEPiZakBqNag2HVxKRd3Z6GHo9FQ1Fvmq1q7bdf9GTpeApjANyx/3DcbrwqMjUFXL9kfXdGTGiAleunPV6LvPMaLRjoyOrSQ60O92WG625YtXCydDTJ4DeIguPXuCWloTOblLJ0bN31GYK2YwUDfTb3H4kq774t+GP3xXjL5B24r/XNYr5TSu0sHXa9fSq5UaM/wWg2ADiqlwXTOb0sN6VZLIRh8NcAeFF6vcd+bzq8F8BPpvuQEHINIWQnIWTn8PDwggYmP+15k+OurI7WdESkCqbZqlZWMMZL8JIBzVxiz9+Py+M78L3MOyJRU8AfRus6MpgomaKRdElSZeTI6JrL4HdmdfFQq4sOyiGueyjSCnIxU4MoOG70MrqGzkzCCdoKD1+mdDQUTWd+jRYNrO2IUPOdwX6csPc/caN1MTYN3y2uZdmsoUaBXDIBIGA3HDX6E84c5+1LD9q0Zr6y+B3HwjD4QUmjgakJhJBXghn8j073xyilt1BKN1FKN/X09CxoYPLNFwY/l0RLKhENRT2pzJr+8p8ENTO58uUAnAXpm8SD/bj8xX/AteZ1uLH2Nra9bXAWBTci6zoZF8/pBC+lAzBvknuZY0Vu8NmCrUvRjH3dze9eBeMXnxbXvbD6FQAWroUPOGmoZbMmjkfvuhp77q4fBccpmlzS9vDzjsHXtRgScWf5p/W4CKQDzMPvyiZZ4kOjnSPbSH+u5XrcYG3F38c/LOb7lL0j5IVX/P+CRH/SS2/3rbFG7oh5A/leuyXmsOThL2a3KyAcg78HwDrp9VoAe71fIoScBOBrAC6ilI6EcNxDQk4BHLEne3dOj5QY2a+NY/GV/Lkgv/0XQc3IwmlAAC85NIDP5j6KB2rHY/9kGXT9OQ2vKXAatjD9/jG7iCqocjWX1ESAcDRvoCOjO/0L6uRN7u04Azflz4X+u38V1z2oveF8kfK2Dezbgl9k3oC1j/0b9h/zrroYHLnAqjObQMGoomxWXWmMHFmJw6/WKMZLJjqybK3UhWabCUMDwNbteKDGQoM/Kx6D2iW327nr7raAQTvF/5c/yrfGGomCwYLMbekEEnGCg/kKajXKMtqawMN/EMBRhJA+QogO4DIA98hfIIQcBuBuAFdQSp8O4ZizgmwoeSpUVy6J1lQiGhw+gP2P/ByXx3fgx+2XC2pGqP/pbg5fePibt+G+yrEAAKvGOMxG1xQUbK+lM8u8Fs5TloI8fCmYPlo00JXT0WJ7+PWiD/bZ112W2SiH1N4QcAx+mUskD/bjjIM/xI3WxWh7/Ft12Y0VRQclTdyXsaJhp/y6zzGtayiZVdRqFBMlE5QCnZlENKq8N28D+rYIJ61ao0ySY/M2sfvwUjqu7Lw/7cDl8R34WfeVkaE/s3ocsRhBVzaJ4amKmPetqYgbfEqpBeBaAD8D8CSA71FKHyeEvJ8Q8n77a58E0AXgJkLII4SQnQs97mwgP+1H8qzEPKvHo+PhD/bjDU//L1xrXod/o28X1Ez8+fsBOJPX0ZBnC5hSioM29w1EQ5KAey0dGbbwRFVngFRB1k4BLBlVlM1a/T38wX5s/N11orCo9JavA3ddjdjzvwUQjofPz7lsVAUl8WG7nP77G/6pLhSc18MH2H0pGFWfBC9/KJetqrh3HVkduaisFbAeEbzHMw90ckpHpDDrfvrzrc98HNea1+GW+DsiQX8WDSeNtKcliYP5iqCY29KJRT12KHn4lNJ7KaVHU0qPoJR+xn7vZkrpzfbPf0Up7aCUnmL/2xTGcQ8FwX2XLYwUDHRldaGo13BeEgCGBvC53PWMmuGVv1u3Q9//CAC48vABxxjmKxYMqyaKyCYiEI/IV6rIJTV0ZNwPoVLANpUFbavOriurQ4vHkErE6mPwhwbw/Q3/5JPZ0F56xB5fiJSOyVRBjbfehl/bld5/xPF1oeDknSL38EcL3MP3Uzrsd6qsjgKwYyvRMPhmtYayWRNp1Zz35jtFvkPMBdCf/yfD6M+XJpw11mj6kz+YunM6hqcqYg23NoPBjyrk7Bae/gdESKpg8zb8xmTUzHjRZB2S+rbgiQ3vBiB5+B6vhccjNnSztK5IGPyyiWwyjnbbwx8rGrCqNRjVms+AZpPMwx8rsHHz++ISu1tMbN6GR6TCouGpCtC3Bc8e81cAwgnaCg/frDFV0F6nnH60UJ9CJqeDkub28AMMvtMERfLwM5zDb/xa4Q8dLhPBnYW818P3GvzN2/Brg8lvH5gqs2r1BtOfRan5TFN6+FGFnJM7IlEgPqmCBmKsYIpxHph0ey38fV6sxCcxn+xH9EbHw2e8pIZcUoMWIxgrmqJlnj9Lx+3hy/elXjuvsYKBuN239sAUK3zhAdawOl4BTnX0mCQMxx/Yi41CxUIiTqBrMZeHP1W20JIMpnSKpiUKtDqzLLYShd0wr0Zdzw2+lMoIONk5uhaDHo+J92s1ipG8AV2LwazSSKSYyuqe3bkkDuYNjHMPP6UM/rwhP+1HCxV0SR6+S6qgQahYLGPiuFUtABzD4zQzdgwP0whh4z3o8fCjwOHzzA9CCNozOsaLhmNAvR6+HodRrYkKQ35fmERvnQx+0cCRtookN3BOw/UQpBVEWqYdnLaPsaY9XbfKVZYSy9ZAWzoBQti5jpdMsRPj4PeoaFRFvn5HRo+M3PBkiWeBscJJkbsugrbOAyybjAvPf7JswqpRHGHf64kIrJWiHbQFmIdfrVE8N1IAwKqiFxNL2uDrWgy6FkPepg+4l+PLemkQOKVxZC8z+I7X4u9tmZOqU/n3juiNDqVTkAJRndkExoqGpIXvpXTY954bKQIAulv4fXGydxYb40VTVJLyFNJiiFk6SS0GQhyDzx/K67szdcsQK0hiXPEYQUdGx8GCgfGiIWItHFmJ0hkrGEgn4kjrcZGlU2uwiin38NvSCXTldFFXU6hYiBH3PculnHnEHwxH9kbHOSp4PHwAeOaAbfAVpbMwtKUTGJ6sIF+xBI/peP6N9fC5p8cn45hUCZmx07Y45LjDiKRbo2sxjJcaryMvT+L2jI6xointVNz0Aadwdu2fQioRE0Ypk4zXzcMfLRroaUmiJamJ+1CeZkcyHxBCkNKcNof83h7WmUHRqIpK5MVEwbBcejkdmQReHC2iRuHz8DO6kyU1WjDFPeIaNY3uE8u1r1pSGrpyulgD8s6SIyv1suYPBr6ba/RaoZQy50h3snQA4JnhPOIx0hxqmVFGTy6Jp/ZPAYDw8KMisMQ9vfVdrDp1RNI68WVRSPnQIwUDrSkNuhZDWzoaVcNs4bHJ2pFJYLxoiEBbSyrY4D+1fwrduaRYrPWStqWUMh47paE9mxA1A8UQOXyAPThKHg+fVyLX4zy9Ylxd2SSeHQ72JGUpiLGigY6sO+ul0Tw+XyutqQS6skmxVth9dJ9LzuUc8d2wezfXKHApCJ+HP5xHa0pb1G5XwHIw+C1JPL53EgCwqo1VgfoElhoEPim7ckmXXrm8FeeQO/kczFfERIlCTYFlp8zxSdxhe/hT5eBAFDf4L46W0GWfB+Cu9lxMVKwaqjXKslcyOkalqmA9HoMWD2dZpLSYkEfmNAm/b/W4Z0XDPY86sgkMjZfYzx5KR+5ExhIcbJotFY21MuXz8Dn9afqrhmWDbycG8F30RIO7qonmM1KWDsDOj6+LxcSSN/jdkkHhYlC+XN0GwZFQiKMzq2PU5vQD86Qlfnskz6pTAaYIWpfFOIPqYMFwZxXxoO3kNB4+HzsArGpNiZ8zen3ORdaY6cjqUlWwFQqdw5GSPPyxoomOTEJUUtaDxy94xLhWSteae/Ac/N5NlU2MFQx0ZjwefoPVJ7nzkEtq6MklMZyvCKXMnGd+ydXBB6cqiBFgfVc0Mtq87SVbUxp028FYbReVLSaWvMHnT1BCgLV2kw2fGFmDIOdJd2QTGC04vKTX4OeScYnSqaBL8sDqst2eQXVQFPgIDz8Bs0pFFo53yy17MofbdBbANXaqi97ZS86C6sjogsMPq/kJR0qLoyIoHQPtGV1ci1A8/ENcH6/cLu9tCwCr2tzGJZfUEI8RTJRMW8HUCaQDEqXTIPXJyRLbrWjxGLpyOgyrhnzFQj5AQ15uc3iwwALUqUQciTipjxrrDJCdPIDFeriNWqMM/sLB+fFEPCa8t6hROlzrhFMLRaPqo3SyupuX5F5y3bRO7ArFwh1XYOftf+dSHfQbfDa2F+wsHK+Hn9RkI5QVP2eScVRrFBXLDmguknFxPWgzuuDXg5Q9FwKZwx+1eXF+LUIx+IfqBOUxhvK15kqNHIQQluAwNV2Cg6M+ia3bUfnOlbj3S9eC1kl9cqpsiocld3ZG8gbyZdNXUyBTOmNS/U0UCi5Fe0lp57WilZ2P9yG8GFjyBv/UwzoAAK8/YaV4r97KjNNBTr/szLg7EgVROkWjypq5FA3BfeeSCbfxWMQt996OM/C18iux6flbXaqDXq+FZ4A8P1pAOhF3yfBynH44uy8v6+tyztGr+9+3BeZbb0f+P64IVVZY1pjpyCSEVEXZrIaio8Mhd/YaL5p25Sr38EOgFiR57Z9/+W9Q+97Vruvj5fBPXMM6LHFP2Yv2dAKDB1lQV65+BjzOUd8WfNM8H68f/Rb2HRWS8uch5u1U2UJr2g502g+rkUIlUPkzl9SQtwsrXRX2euMNft7jHAHAmfYaOGFN66Iff8kb/GNWtuA7f30W/vebTxDvOVIFjd3eFSoW0ok4y5HOOtTCdJMYAIbGS6CUaXAA8Je+L+KWe/TxHUJhkkqqg06PVNvDzzoevte75/ji20/BrVduEpWTgF8kDgB+ax2Lr1deibWPhdfZS1aR7BACdEboHr6cLTJWXCQZ6L4tuK/lTXjNwW/iT6suEdcnSG63PaPjO399Fu7+wNmBf6ot4xj8Lo/Bd413sB9vrf0MN1oXo/PJkJQ/DzFvpyqyh8/GNjxlIF/2c/jZpAZK2TwaKxrozNR5NzwDnN2lM8+uO/9IfOu9Z+JVx/Yu+vGXvMEHgJcf0eWqYIvFCGvC0fCnvbPl7szoyFcsUX0blHkAAM/bFXndOYdjzVckmQjJ6ztwzyfDa/gw2I8jf/M3QmHypdfcLBao12vhipl7J8rTZh6s68zg1RtXuM+R54JLOd8TT/wKl8d34GuxS0OTtnV7+Gx8o0UjULt/IeBKk1VbcrjDlhtmYwjJ2RjsxxkHf4AbrYtx5AvfE9eHU0nehhovP6ILx6xsCfxTbemEKFTi1yWo+Q6962oxD354ZEjKn1Lf2n0//IRv3k6WnL61fO4P5ysoGNVpnSNeU+BoaMVdc6sRCCqqzOgazjmqZ9FTMoFlYvCDEAU+ryDlrnfaHvuByQqKRtWXJ809gue8HlhKQ7VGRfofAND15+Ar+XPRO3Aj6Kb3OMZ+IXTP0AB+dORnhMLknvZNQnWwICgdNol7pWwQ+edDIeP1Jgf78erHr8e15nX458qloJfePjvjMotgJsAWHc9WGSuYTNkzREqnxQ6oc335jqyOdCIOQjwe83zvi+0Ff1L/CG6wtuKm7o+L6yNqCubQUKNdmnM8RuTVpsHQAIZf++9iHjyqnTR79clDnWffFnzLugCrHvkSrNPe7XJSpsqmSO/tFDtIthamM/hTFcvuqObEIxq9qy8GUDr1xLI1+FHY3rGKWsfDBzCtpgYPVP3lJVZExg2pM7kdTvjgnyXq5cHbnEW2ELrHozA5kncUH53cYp5q5niy3uDgTPA1ax8awFe6P4YHasfDqNYw2nvW7IzLIc6T//1M0vHwx+xCMS89sBC02FwyrwrttOW5s9700/nel6EB0Etvx8+KRwEAfl05VlwfERycwwNMfjjzLB2ASxU46pMvtjvq5vI8OCQOcZ702d/gTeZPbMrwNtfDgRfKARAFh7sO5O2xemQi7Ln30kQZ1RoV9zgXBScvRL2m+aAxj5kIIJuMAqXjUDd828k5VK+Hz1O3eBEZN6Si9L1sobcFwGA/2n98Da40r8MDteNx4ZatOEbeHm/djtr3rsYDnRfhFaM/Annb9lnTPZNlExm7OEoWAPO2ZARY5kF+2BIZCLMBf/gJeYXN2/DAo78DMA6AbeG7+rYcery8h+z3rsZT696GY/Z8D8QTzASYh0/tEMJY0cCk5EWGgVyKccl7xlixU6dMLXiCoLVLbof5nStBT38PUo9unx0Nt3kb8mUTZfPnAOwuY33nA31bUNw3KY41W7jy9CWHwzveYVvkrzWlzU0Irm8LqpfcjsodV6Bw0lXo+ct/OOc52A9617txrT1vN53+Zpxtz1u6/hxMSlk6ANuBPGU7P3Jdh3zOL44W7XOJTpZOoWJBixEktcb42svWw8/q9RPqmg4FKU+66xAGnwdpn9g3iaweF16ML4tiaAB/OP3zYsv9bO40t1fctwW/bnkjzh66DU+sudRtVA6x5Z4smaKAhXutgCNgxRt3A0DM5iNXziHVLCiYPlFydF24YuKs0LcFAyveimOf/ir+tMp9nvy+pxOOfv9I3kC+YoXaYo4bKB53cacHuufe/dWNuLl4HlIPfH5OwWne+ak7l3TJBvCH2lwonTUdzr3yatPIssK8QPCoFS1+g3+IOfRA7XjcWn4legZudJ/n0AB2bfk3MW//pJ8s5m3FqsGsUpGlAwDd2ST2TZTFucvga+IF2+C75LcjELTN6PG68PVBWLYGPwqNHWStk0N5+B0ZHfEYQbVGXVtvX2HM5m34c/Jk8flBb7ONwX5sGmZBvvXPfde9OA+x5Z4smei2BcdGpIXOz0OexO848zAAwFl9nbO+HvzhJwuojRUNoT8zJ82gwX4c8+L3cKN1MY7wnGfRcMTpklocWT2OPWNFUOovElsI+L15PsDweIOHw48xGu4HLe+aU3CaVwlv6M6iZFaFWJvIBpkDdXDWhi5k9Tjetmmt7zxkz3hMOuaI1+AfYg6N2HTjrcQThN+8DbuzDoUlulNt3iaqkuV7093iePVeg889eq4b1OHZWTWyD0ZQQkY9sWwNfjZg0YWOQ3g78s3nAbPpDH4sRtBjT+yeFje/Cribf780URbetuyJ88X3t/gfuMHain/v/YR7cdpbbvPOq1Dd8U/+TIky84A7c7qP0vFO4nefvR4PfuwCHLUiOCMkCN6MEN5Q+3Bu8Gebu26f51d7PoEbrK24oePvXedZMNySA+0ZXXiD06WRzgf8b/ECNG6IfBlig/147ZMfZX1Xtbn1XeW7obWdzDvnRWRiFzMHg9+WTuD3f38+PvvWk1zvuzh8sF1XUothVVsKk2XTLZ3ctwX0UjaHrB2fds+hwX5c8Dg7z8+U3orKW25znacw7EkNe23NH8DZ2cm7Lx7T0rWYL07E18eTL03a33X3wRAJDg2QiShU3Aqm9cbyNviLrQ9yyOChU2ClxVkg6nmPRryMo+10Oi4CBzi9PGV5hZcmyljbkUFbOuHecg8NoHDR17CjxFq+3Wcc6wuC/mjiCNxUOBfx+//FRy1Mlky0phPozOpClMp7HhxyyfhskdRiiBEnT36qbIFSJinMjy8w0z0bGgC2bscDtY0AgF+V3edZrLglBzqzulQVHJ6Hzw3+86NFZPW4KOrKebNFhgZw64pP4oHa8UzOV+67eoi5yecwlw3h3nfJ9Kf/zQZt6YRLlhtga0V2KLiefms6AUr9VcM/KRyNmwrnQrv/X320zU3dHxe0zf6uM133hevcHNGbc+0cgkT4OG+/ui3lG28qEUdLSsPzI0UQAqxonUY0cbFqVg6hO9WoDB1gGRt8V3Pmxbrx9sI177wKj33zIy5vhxfGyDefG/KsHveViwPA0bbi37ErnYq8IDXDA1NlrGhNuhpFAAA2b8NIt9Nbdazoz7CYeOKXuDy+Az9qc1MLlFJMlk3WgEISeuPHDmMSE0JcOy+uXc4N/oTM4c90zzZvA/q2iIfdiIfW8nv4Cey1+WCZJ14ocvbD+IXRoqAVgIDg4eZt+CNYYeBYwXD3XT2kfAI3+MzDd3oqhJcNktO9lA7rmMV3oV5BsqGHf4bL4zvw447LfbTNH+jx4nsHpsqu+zJZMhGPEazrzLh2pkEy21yDqSsX7FRwr7+3JQndDpAGVXJzmYjn7vpf4dWsHEJ3arE172fCsjX4WV1DxaqxRhTSjR/Y/nfh3XgA6NuCr5VfiZOevQVTJ17pZIoEFMZwrZOVbanAoM5lZ67DBcf14o0nrXLOI6B711iRdffqlHRiOLgRXduR9nf/GezHJc9+Atea1+Hz5lYXtVA27cBZKsHkj10cvuUr8Jkv5PJ3HoTsbtGR0eNuSke6Z0/c8dHAe8YldCdKJkyp4YhXckBO6wuz4xD/W4ZVE7QCwGUy3F4x72lq1Tx9V+3zNO68Eo984yO+8xQefrub0hHtGkN4EMsdpADWJrAtPY3BH+zH2wbZHLoJl/noqYmSKfSteMBZ/N2S41DIHn4Qh//qjSvxxpNW4WNvOC5wzL0tzHmSFSiDRBMr687GzcXzsP7xr4RWyc3vWfk7/nsWtBuuJ0Ix+ISQCwkhTxFCdhNCrg/4nBBCvmR//hghZOF1/gtE1pvz3bcFNxfPw2nP3YryKVfPKXtlJlSf+Q3ehp/jRutiJB/ZLskR+AsweI/aPkluQMaRvS342lVniCAmwITIdC3mMoasjD+B9kzCb/Dt133dWUyVLXfnpaEBfDr9ETxQOx5D4yWYh20WW27RgCLtcPg8+MUbmIeBTDIucpV5QLItraM15W/0Yh22GTcXz8PGXTe7C8zA+gVPVSzh6clNxAuVqqcTlGOM50pDzQQ5XdAVdwnIFpHPbbzgeRD3bcHXy6/CKYO3oHjSVZ6Mo2BKh++Swigk47suztWPlxilE2jwhwbwSd2ZQy56Csx485aeB2w1VY7JsoU2mzKcKjN9I8Dx8OXdVy6p4cvvPA2n2VpZXhy1gq2lw6S1EiQTMfzYL0TNSu3BOVRyH8ImWIdtxr8Xz8Mpg7e4isiaPmhLCIkD+AqA1wHYCOAdhJCNnq+9DsBR9r9rAHx1ocddKASfZy+M8tO/Fjc+/tDts89emenGD/aD/Oe7RRn6L0/4Z78cgWQoT17XDgA4/fDZZ7YALJjFF4VTxq+jLa37ttvck+RbYtfnm7fhPuM48XdGJSqEG6TWVAKdGR1GtSYMc77i7zo0X+SSmqhG5GNrzyQCy+JH//zL4AIzOP2Cj7aDxnIsYyYPvysbnsFPxGMin11+SGf0OMpmzfWwHS8a4kE/6mnSYey6TzgNiYe3u86zYFShxQh67XoH2cNPJWKIxxae/pdLxpk2jaTt355JiOJA7xz6VYXFiCbLJqo16qJtJkomDu/KgBAIdViOiZLJkgKyTjEc4HD4c5ljXJzvTClLTDh5fB4N9qP3p+8X6/OZ8/7NWeeHcvIOQbXtlx4kkIrICp74Ub0Rhod/JoDdlNJnKaUGgDsBXOT5zkUAvkkZ/htAOyFklfcP1RMu2dfBfmh3v0fc+F+d+Dlf9srQq2/C6DfeiWe++/fubfVMN35oAM+e92URpHos4ZShB3n4FxzXix984BX463P65nQuLSlHMVOU8QsP3208eMcfnk8/Li1WSikmiqZ4GIwGbKt50BYARvPOggwru4VlsLjbAranE8ilPKqgg/3ouPcacc+e2Hyj6z54Ox3xsQL+xiBHr3B04vWQC2K4KuXhQZ6m/cA0LPbwFE3V5UD7YD9i33echj+c/nl3xpFNEaQScXfXNMPy9RKeL+S1wudI2zQcvlmtYapsoSPDArryZxWrirJZsxvB+HdsE3ZSAK854fGnqTKr85gL9/3mk1fjhx88G2/ftE6853j4TiX3L47/nFifuzJSzcqh4np9W7D73C9jdPs7MeRVch3sR89P3yfu2cCZXxB/aykEbdcAeFF6vcd+b67fAQAQQq4hhOwkhOwcHh4OYXjBcEXshwbwp5ffKG78Q7ETfdkrP8kfjW9ZF+CIJ29yc32S6FPxp//bfeM3b2OFTzaGpyrifUdwzJnEhBCceljHnFvssTaHbPFwI92R1dGeTqBgSypzcCN6ODf4RdnzrcKo1rCBe5qywZdS4zhVMVo0nK5DIU3irC4Fbe2xtqUTyHmrU4cG8MdNToHZnxInu+4ZfzisC0jp9DYG2biKyQaH4Az7wA394QGqoAXPTobTD1Oe8/zL5i+J83wi5T5PV2pvJiEe4GEqf8prpWSyOTIdpSNThoCbSuPf4/y/1xmZEllgbLfC599kiVXZzqVYiRCCU9a1u9aST9t/8zY8pjspqPsnpSCyVJV+8L+CRQj/Y//h+Fb1AqzxKrkODeCXJ/yzuGdPpU9lNmLPQzCsWmj053wQhsEPugveyobZfIe9SektlNJNlNJNPT09Cx7cdHDd/M3b8Gf7xie1mPvG27Ce+Q0uj+/At1OX+QpjSmvOxk2F85D57y/4Aj/77cDUqraUK0jFvYwwDKWcccQXWEdGF1WkrgVZMpHV48KLkqtXubHgnZGm8/CFwmShgpJZRY0iNA0arvvPz6UlqUGLx/y8t+dhOurNxLG/u9rOfJKvgTdLZ11nGu/d3IdvvfdloZyDjE+9+XhcdsY6vHyDpPsvZKC5wXcC6YCnYfjmbXjGdZ6m7zyzog+B066xWFkEg1+2RCC9PZ2wex0Qj8G3i7LsOSQbdUEL2gbfSzfyoC0XO+PzT9bRWQiCgrZjBUMUbvmSGPq24Kfp16P7oRtR8MROACAz9HtcHt+B/2r3ZyPtJCdA12IgxA5O923B1OkfdI2jEQjD4O8BsE56vRbA3nl8p67w6pIPjZeRiBMcv7oVBybd2QMY7Mc7X/gHXGteh/9bfqsv82DPwz/FO2O/8OnEAw6VcOzKFleQKojSmS9kD59v6TsyOtpsw8wNCsAmdfs03hn/XZ4t5PbwHQ6/S3hgpjBOoXn4UivHiZKJdknp0CtHwHvmxog/NZD/jVV2lgZ/sJnVmu1luXdWn3jjRpx9ZHco5yDjhDVt+OwlJ7kaq+REZhU7Hz523uIuX3GfC5csTmox0QaTw1WtLQXpi2Z1USgdbsDbM7rokuWaQ14PXwpA87TatnTCtRsB3Gm/QtCOe/jlcGJEQn5bmkejBRM9LUm0pjTfjgOD/XjZyA9xo3UxtAFPXG+wH+878I+41rwO/2pe6rMJ40UT3VkdXdkk29nD3yioEQjD4D8I4ChCSB8hRAdwGYB7PN+5B8CVdrbOWQAmKKX7Qjj2vCEKlkRjcNYntqcl6SoqAmBnHvwdHqgdj6myhcq6s51t9WA/1v3yg4Kvm3zjra4bP2ULjq1oTR1ScGze5yLx22NiQSZE9a7suUyUDLSlE2i1P5OpDr5w+4IoHSkXukN4YBVBP4TH4TtB2/Gigfa006zd2yVqomQilYihtyXlW6x8Ua9oTboeCMUQ0xXni4wnH5zfn1XtaRACX4/ikXwFWoygrzvrqn8AZqB0KtaiUDoT3MO3d4/M4DvXns+ZI3r8lM6kROm0eh4UJbMq0n65M8IfHpMhxYi0eAypRMwV/B8tVNCZTaAjq7u0iLy6//919P9xc/pDA7g+9mE8UDse+8bLoOvP8RWRtaYT6G1xDH5BarzTKCzY4FNKLQDXAvgZgCcBfI9S+jgh5P2EkPfbX7sXwLMAdgO4FcAHFnrchcLr4Y8UDHS36IFbTXr2h3Bv/igx6Vz0wdAAvr/hnwRf92LbJl8aWmsqYW+3TSmVMUyD7zQy55O2K+dQOrLBH7czLHjV4qTLO2OLszuXRHsm4VusSS2GVCKOXFKDHo9htGCGeh6ATemYVdRqFOMlU5wDSw2sunRQeD44G6v7nsnjak0nxIPNUcpsnJflrfjk96cjk0DOI1QGQLTp68rpPg+f6wIBLH3V3Z83nHviBJklSsdl8P2UDu9kJn82IVE67emEeHgAzg6sLZ2AFo+5PO6pshWaiqmXGuQ1K+1p944DQwPIv+lrYl3/rrrRta6rr/gQfl46BulEHEa1xs7NU0TWlk6gpyWJ4bzbw29qgw8AlNJ7KaVHU0qPoJR+xn7vZkrpzfbPlFL6QfvzEymlO8M47kLg5fMO2h5+kMEfLRgwrBpOWM2CeyNSxgc2b8PD8RPFS29VJ+/U05FJwKjWhIeZr1ggJJxKyJZUAnk7T3qsYCCpxZgSpO0dj3sWXXsmAd3+TlDArS3NUi+9xS98V0AIQUc2gdFCJXxKR2cpgCWzinHboAPBjV4459uecRsPwN1ZSM4IcbTwG7fovBw+vz/taR056eHNMWWreHZmkwEPNofSac8wb5tS6noQhDXefNkShXucdpmO0lnXwVIvgwx+m8Th8we48zBwxASFh2+na4Z1LnLwfyRfQWcm4Yp/AAA2b2NNfmx4q4JHCwaqNSr60E5XRNYjefiyLHejsGwrbZNaDFqMOB5+3kBXjnn4ZbOGiiXzfDYPv4rldA/n3Td3vGiIApeDnhs/VTFdgU7uNecrFnK6FopMaqutu543LOYNSvwqH58Ya8kxoq1pzRW05V6w4FhdHr7lqkLtzCYxWjCFNxpW0DYjeZPjRUN4kkHNtPmi6sjort0I/x5XxGxNaxKl03gPP+vl8IsGCGE7taCiLNa3NYG2tOZLZXT1VMgkYFaZZMfiZOlUXU4B/9/r4etaDBk9jtaU+zM5DtSWTsCy5UUA99xj5+LcU9nZWCgyUiW3Wa1hsmwxD9+zowXsrB0w8bWDU+7PuBE/3nYCvXE/2eAfzFdQq1EpbtfcHH5Tguu28H6wB/MV9OSSUqDT77UcwbNX8u6bP140Rb63l/+fLDHvzEuvBDVfni841TRlZ1Fw3ZaWlObyskQOte35+xekBT3OaJsOjywDo6ac8XZ6PHweE1koeEBrsmRhvGSKFL2ZDH6LVHjGIZewt6UTIgbhaMw00MP3cPis4IiJluUCZLvzFQstSXunUna8Ykqp6zzlHR0rhgvnHHkBFw/aphIxEYRu81AzowXWNJwQYu84nM+mKhZSiRh0LeasB/tz/jc4ddNhG+BqjWKq7HY2FoKclBTADXxnlj2AvP0WeLD82FUtbk0qOOv8OOEEuquG+dzsbUnCrLJiyHyImXnzxbI1+IDD57Hm4TXh4QOeUnd7YvCCJK9M73jJxNqONHQtJiYJx5TdqYcbYb5bCDN3nWcwTJVNVw/PWIzY+c5svDyHWuZf5XNhnpRtJD2yDDwIxcHphXzYHr5tDIfGS6DULW0LuMvi+ZhyyYSvk5F8fd2UTuO9LNYAQwraSrEKl6ifjXyZpV62ppkHzxuUV6warBoV58krXw9Osb7IYVU/s7aMzFCOFkzRjhNgc2iq4sgu8Cpc/pnLaSg5HcVElpj9uUz3ALaHXzBFoD4sgy9ne/EMok6byvVKPfN1f2RPDqNFw1UZzcfr1LM452lYNZTMqvDwAUb5hJmZN18sa4PPGyJwTr47l5RoED+3va6Dy/R6hK+KBtozOnpySZ8nMFm20JrWAimdsG686GtbtjBWYGPhkINRcuUqAFcwk52XKXlYui9oKwfOOjMJjOQrgQVkCwH3fl/0NA1pkc5RHhMvysob7sYWBY/B5wvU23+3EfD2tR0vmuKeBPVdZQ8vOdDOdytueor/jRfH2LULs3sXd45GCxV0ShpBXolkLp0M+OkemZrh//OYgI/SyTJOXQ70hgGZw3eKFNm15bSoGG/JBCEsa41St+QFvwe8diIwVpFJiBx/ea0oD79B4E97vj3rkgy+u1jJsD/XkUtqLiNJKRWZL0yO2HB9xg1lh5fSCXHL7VA6tocve2BSMGrck2HRmtI8C9JCS9rZUheNqohl8AcXR2c2iUn7AaPHY0hqYQUI7X6kY26D7/Xwq7aqZFs6gWySxTA4H8y+VxV/qy3jPNiisOgAdp5c93+8ZAoqMcjD59IV/Po7GUfuADR/0PNmLmEZScBpgjJaMFwNzr3rZaxoiLTd1rRbPkEuoOL0E/+c/z7/vCPDqsQ5Vx4apSM9aLnB78zqvh0HH1NLUkOnbbS9nwFMeymX1IINviwTUTBQNJhERKP62QLL3OBzr2XYDsh0ZacvF9dihKX4pdyBs4JRhVWj6MgwjRk50Fk22Za7xZVbbHv45fApnYmSifGS6dJeb5e8LP7g4hy+l7eUsyFELMNOJfV5+Paifn60GGqXKG7Y94y6G39zyoh76HJOd1BPADelo4lAfBS21fz43JucKBrCO/dmkcjSFd5UWu/Diz/I+e4ozIbsPN41WjTQKTU49xt8U3j43lRHF6XjcYAmS+wcuRQCf3jxhkDhUjq2wS86Bt/7MOXn1CbVs3h3K4k4QSoR8+1k5F0JL1IcyVfEmm9UP1tgmRt8rr3OaZielmAPn/OShBBfwQivBmxP637OUpIUdnKLHS45LKPDJ+uLo4z3lhekHDjzFs20phOYknhLecvNdyRjRRMlkz3UvBw+AOw+kPf1FF0I+DXhHn6X1AcWgEskDuA6O36DzxrEa+I8AWZUeOAsE4Js8EIg6/7LmVO83y2np8pmTUhXeIvlvA8v/jeeOxh+u0ZB6eSn9/BrNRpI6fBzcXv47nU2UfImBXCDH9zyc/7nweS3azWKcWnttgasex54DaJ5+WfcJkx6Hmx8zG3pBOIxgpG8IR4gjcTyNvhJt8HvzOpi0rlvvMOL80wJ5zOHr2tPT5+GBjBeUuiDhBi0ZVkRwJP7WA/PTskAt0sPIZHvLSidBGoSbykXuPBF6+JRJY+Rb9sHDxZcuu8LBeejuZfa4TH4XsGx1pRk8CUqxJulAzBDyTsOedvi1Rs8flSrsd2TXGBWs+sQAJbWC0DsLgGHP/aW6qcScbRnEth1IA8gXEqnNZXA8FQFBaPqut+yRPJU2UKNuouyqjUqVEFlhyKjx6HFiJiT3tRL7kTwcwnTwweY9MSordWkazFffISf03SNXtwB6OkpnViMiJagEyVTUFmNwrI2+C12CtxInjUMScRjQqjLS+lMl7sui5W1ZXRHAxxuOQL+nTFbYbIQIoevxWPoyup4bM8EAHfPW3lMTtDW8cAA58HkonSk8nZvBgXg1o2frs3cfJBNslTSsSIbS8Le4vPMlrzH4LdlEoEZPN4sHX5+YabDLgQ5O340VWFG0vHw3R3M8tIcavN5+P5S/ZWtKeHAtIfoTa5oTWHPGKPZOjxZOgC7H6PSWpCPPyHml+NQeNM2uXHlWN3O5vATthMTtsFnKaaOVlNQdt5MBl/OWmv39J1wGvewz7uyLLY37jnHRmBZG/ysvb07mK+4jJaX25Ynozd3XQ6EtouMBcdrAeCiScZtiqRGww0c9rSkWIchsEXPIY9pvMSKYlKJmD0uZzdTNquoWDVnrFnJwy/6DT738AG42vctFIl4DD32vZDvCSHEFXCbidKxqjWUTUeGVj7PvNHYFnMcvIuUQ7N5g9NORTbAKKAWD4dfkD7j4A27CUGoVJvsRMjdu2RjOCZx4vJn40UDZTslWHZy5Bz+SU/a74rWFGKEcfgtKQ3pRdAF4jUDAHx0GTsny6U75U1w4O/7OXxHJgJg92EkX1GUTqORTbJy/aHxkoimA/Dx9C6D70lldMri/Vyfj9KxPXzutYVpeHqlRbhCNvhScGzCTv/jQSOZ2xZt5KQsCcDt4cse42K1BQQchUv5wQXAJTswk8HnFILI0hGL2XKlazYSnE7kgXQ5aAs4xlxIV6Q0IYchisgMf8YRN8zduaTYHYWBVe3OvZDbBsoSyY6Spjv1cqJk+pwfwG0ox4ummHMAe/CLvrRtTl/ahUJQOpWqSKcGWNqvt0iRP4TiMYIWz67fneDgr1nJ6HFx/btyTKaEr79GYlkbfL5QBg8WXN6Qt4R90mPw81KhCQ/8tNkdpgBn0niNaGdWx0jeCF1hEnCaNfe2JF1dm+SKRp4+yiGojrJ/QaYTrFfueMkIpHRkY3KM3UYwtHOxjda6TvdC514x4DH4KbeR9Aq6yZQO4/AjYPDtQiYhVeCRkODnMOU9l7QmvGL+nYxUA8Ef9r0hP4RlIy//LEsk80ImOWgLsOvuXQuArd9vP/DGS+76EcChddZ0hGnwHcpstGiI3UgsRlwFemWzBqNacyQkMv7ArCwvUbFqKJuO3LWX/hyeqvjebwSWtcHnE3OqbLm628u0Tc3O9xYFI7ZuDV+I4/bTPKnFfeXiXiPa05JEyaxi33hZHCcs8DZ9Xu+Vp2COFw2MSXLD7DPJA/PsRgghLOBbcDx8bxDwraetgRYjOPWw9tDOA3AehEd7HiRyjvpkybTpqbiTweMx+N4sHV7eHhVKp2zWRBDf5+Eb7nPh10ROGshXqkjEiasGgjfvDvuhdvzqNnRmdZy1odNHr7AdseGKZwEOTTVe9M8vwPHwyyZrfeiNOfBuZUdJLSgXCnnOjxc8DpAUfPU6OW1SiinX7vcWkck1BbJhX9WWQtFO3w4z3jUfNH7mNxCy57BO+lneak6VLVApqCbfXJ6G6Xg0jnFl37HsoiT2XOXUx1P7pwC4m2cvFFuO7gEAXHzqGtf78q5jXOpX6z0XThPIxVWcgpoosYrDFo+h/L9vPREfvfDY0CfxNVs2oGhUfeciV6HKiyqpOVovgD8/PWXvVibLJvIVE7lkeAZkvuBj2zvB4i6Oh+8WVvOeizw3g1J7X3VsLy4+dQ2uePnhoY43HiPY8eFzA4uG+JgO5g0k4sSR53BROv75xdePN5mA44LjVuBHj+zF5hAb0/A1d2CqjKmK5ZOJmPRQhnKCgyPAx7T7+fnJKaa9rSlfPELeqa5pD2+3Mh8sa4O/Vrr4a6VtqnxznfQ/Nz0wUTKxDsy4y16A/Du8QpJz5pw2evql8A3+ET057Pz4BT6OUI4rjBYNlzfOecvJkuTFSx4Yb6ghi3vJSGpxrGgNP5/9yN4WfPmdp/nezyU1JlMLt8EnhBXFcb47KHuFbdctFCrVSGTp8LEN2ZkvbV4Pn1M6EocPsIc0V3EM0mPK6BpuePspizLm6eZrWzqBg/mKkBjn8z2rxxGPETtlk1fSuj38qbKTFt3h8fDfeNIqvOKIrlAdCu6cPTvM8vvbpXOSd/ZBHj5PEQ36DJCE4EomDpMcq7Ud8s+NNfjLmtKRg40bpCbTbekEExqzaj6ND1GRx4NNJbdYFOAUOMmRfPl43MPvCNHgA+yB4m2ALlf4ykEqgPGWTCrCaV3nqtK1JZKjwD0CbuEr75hySadxSJB8QmuaNdSQC4MaCS5d/OJYSVCC7H2/wZdpG1nwLkwBvoWgXXj4FXS3ONdW0IIlU2S9eR0KwKm58GawEEJC3z2mEnFk9LhI91zR4s3O40Fkd2plkBPoc/SKwZTOesm2hElPzQeNny0NBCEEn7vkROzanxeqd4C7mMR7c71NRcaLBo5dyZog6FoMWT0uPpvySApzg//0/ino8VhdNNkTdl3B3vESzCoVkggcfJJ7uWSAeUMDxXHRcanRkHv3TpRMVzaS3PUryOC3pRPYM1ZCjSISBp+P7YURd8IAnxN5YfBNn1fMDUs+pObeCwUf08F8xZcKyg2l4+G77wkAPGfLJ9TrvnRkdDw+xGpWpovd+Yx6ZvrPvMkarMDK7Yx8/A3HwarR0DSn5ovGz5YG4+1nHOZ7Ty5wkQt8ACf/XFSvFt25tbyVIcB2AfJi7cjo0GIERaOK3pZk3TQ12tIJDB4siDHI4JN83C50kncI7RkdE0UTw1OVhm9FAaduglKmLy4HdWVNfJGlk3LHIx54ZgRAuFTafMGpm+dHizh1Xbt4X/RdlTx82Ui2pjQhR5yvWK504kahLc0kkg9MVoTzw8FlByZKJuIx4mrKwg0ll08Is1BsJnRmdVGzIht8WWTPu+7b0gkYdibOTJROxaqiZFZ95/JX52xYxDOaPZY1pTMd5KwO782VZY4ptfuuSk9znrEA+BUm4zEiuL1VdQzetGcSGDwY7EW1ppn6Z5AX39OShFGtYdeBfOi59vNBLpkQbQ6DKR2H6gDcks0rWlNCriAKuxXu4VPqr1RmujW2tIKngbeQI7b7OORCzPSaL/iYDkwFe/jjRVOIqslODqcXOcUpV28vJlbaab9JLeaKG8gie2NFA/EY8VWejwdUnsvihUEpzFGCMvgBkAOz3nSyVCKOpBbDeNFAvmKhWqMuI+pSpyz6c4t516x6esztmYQTGPMYO15VPBbAbfN862qNhlq1OV+Iblhlltctx0daUgkXpeOVbF7R6oy/MwKUjnw9vV66rOg4VbZc3cTk3HbG4TeWIgDcxs3rGHD5hLGC4QvK8lqBP+2ZQGdWd9WPLCb42juiJ+d6ADnXlnWOk4sUA1OY7ff4g2GyZDpV6RGYY0FQBj8A8qKaKDFpZHkrytv/eYtmAB7oNB2dfM+T/riVjIaQg8SLDTndzWtcOKUzJhWhcMgpnJHw8G1va6+9HW93GXyH0uEdomTIVbthir3NF/L17GlxVxTLSpo+SkeuKQhRYnshkA1+X3fG9xnX2fE6G7yS1qrR0AvFZsLGVYx28jpd8rWV+ykDboMflKbcZic4yJX3UUTjZ0sE4b25bdKTHoDd8FjOH/anMnKdfC+X995zNiAWI7jirHDzpGeC/EBa2eY2LjzrIx4jvkKndVI6mfxzo5CV2h8CbkOT83D43tRLmav1SjY0AnEpxdX78JcbmQcFbQHWvKNkVpELqZfwQiDXsxzV655DfH6NFgwc2ePOUNG1GLrtpkEr6nhP3nTyarw4WsSlp69zvS/r6YwVTM/O3a0e601T5g82b5OhqGFBHj4hpJMQ8gtCyC77/46A76wjhPyaEPIkIeRxQsiHFnLMekBOswpKSWTbVEOUhcueS1uaBTplnXzv3952wdF1rbjj9EEuqfmyBFrTrLPV8FTFR3Wk9bigQjaudgfjGgFuxHnuulcmwqgy/nUqQD7hFLv+YF1nuuHSyByv3rgCAHDcKve1zSbjopuV18Pnc3GfXbAVhZqCI3sdQ+71mttsfv+FkWJg7ETo5bTXz+CnEnF8+DXHuHLlAb8QXLtn5w5A1KX4bIKtmBl1Dn+hs+V6AL+klH6WEHK9/fqjnu9YAP6WUjpACGkB8BAh5BeU0icWeOxFAxep4hWCXkmBjoyOXQfyGAvw8NvSzPC8ZBfHNFodD5h+Cws4xS5GtRa4IL/xnjPx1EtTdfXApgOnL7iHLy9Ip81jsEBaayqBO685y6X62Gh85i0n4J0vOwzHrHR7xdmkhudHiiwTx7Bcqb18LvKHnrf6uRFIanHceuUmdGYTvswzbviMai0wo+jwrgye2Dfpe+g1ArLm0njRxAlr2sRnfG2MFYLrUtrSCeydKDkCcg3WvZ8OC50tFwE4z/75GwDug8fgU0r3Adhn/zxFCHkSwBoAkTX4gLxF8wcz2wWHb4jXzmd2brGdBhkFLu/sI7vwqmN7cclpa32fyRXGPQG7jmNXtvpS7RqF3DTVqfJnU2WWvRKUennWhq46jHL26G1NoTfgQcopHdaY3V+dCgB7xqPj4QPObsWLbombD6IFrzjrcOQrFl6zceWijW22kGN3LInBue5ZPQ49HhNUrpeykdNPCQlXGDFMLHRUK2yDDkrpPkJI70xfJoSsB3AqgD/M8J1rAFwDAIcd5s+Rrxe4wd8/WcaxHg+MV6CO5LlYlLT1S/PcYnfHpkaiJZXAbVefEfjZ4bIKYlfjefqZ4PXw2yQvihvFqTLLXlnXGe1zmQk8S0dufiI+s+UKnpumriJqkOdX0D15xZHdeEWIWjkLAU+h3j9ZQcWquRw53rBlrGDgYL6CPk/cRebw29J+GZKo4JAGnxCyA0DQ4/djczkQISQH4PsAtlFKJ6f7HqX0FgC3AMCmTZvoXI4RJtrSCYwVDQxPVXx0RkcmAatG8eJYEW3phKtYiVM4z4Xci3OxsF6qMD6ip7Fl34eCl8MP8vDzZWYoo0B1zBdMBroqioBkD58QlgLIq1OjUEQ2E2QdmZPXtc3wzcYjqcWRSsTwPG+v6XmYdmZ1jNo2wUtPdWV1mFWKF0aLkV7zh1wVlNILpvuMELKfELLK9u5XATgwzfcSYMb+Dkrp3fMebR3R05JE/9PDqFG/tni7JMDk7fbEb/buA3kQEv0FGYsR3HrlJrw0WY5E6uVMSCfiiBFWdMT1+jm4F8ybnERBAnm+4Ln1+ydZ7YSXHmhLJ5rG4OtaDLdccTpKZlXoBEUZrakEnh1mImnea9uR0fHiaBEVq+ZbKzwL7OEXxnwxmShhoXfgHgBXAfis/f+PvF8gLIrzdQBPUkq/sMDj1Q0r21JCjMvLs/Kn+9P7p3zBJv4w2HUgj86MHmrXocXCdPxr1MBVMSfLlquQCpAzLAwUjGho3s8XfOz7bOrKa/BXtKYk/ZnoepMcrzm+8fz8bNGeSeApW83Wm8LckU3gwedGAfjbR/LU1MmyhZUhdugKGwu1Rp8F8GpCyC4Ar7ZfgxCymhByr/2dswFcAeBVhJBH7H+vX+BxFx1yNoeX0lnZym5o0aj6vIDunA5CWHVq1D3mZgS/F6s90hSOLgszhFEIls8XIjDLM3E88gm8AtpLJyosHCtaU7Dsbnbeeo2OjC4+8xl8aT6ujlAmmBcLcoMopSMAzg94fy+A19s/3w8gmhGMGSA/3b2pfPJrb6pjUotjZWsK+ybKgRkYCgvDyrYUdh3I+zI+ckkNWozgmWm2480EXg/B40CtHg+fG/xm8O6bDbx/bjxGfA6bHI/wGnyZ2o1CCvN0UO7BNJAzc/wcvqR13eWXSODGaGWr8vDDBk8dPX6Nm0ojhKAjq+MZu7FFUxt8mzLcbTfc8OoxHW3PzVSi8To6Sw28WXtHJuGqhgaA9VIWm7dzlZyVs5Q5/CWLI3pyOGVdO45f3eorJpFfB6Uycgnlvu5oZ700I959dh8mSiZeG8ALd2ScrkRNbfClOFBbOuETFTv36B5cdMpqvH3TuqBfV1gAuBcfFHsL6pkh429ffTTu+MMLOP1wn+BAZKAM/jQghOAHH3jFtJ+/b8sGbP/9czh5bbvvs3e97HDsePIAztrQuYgjXJ44cW0bvj5NTUFHRge1E3mjUP8wX3CPnqmU+s8jlYjjxstOrfewlgXOO6YHAPDezX2+z47szWFFaxKbDg9e139z/lH44CuPjGwOPqAM/oyYqUHJR157DK591ZG+gBrAGoo/+Y8X1k3uVYFB5lW96bLNBF2LMbndslVXzSUFNoee/McLkUr4166uxfCrvz0PWnx6uxBlYw8oDn/e0OKxQGPPoYx9/bG2k/GqPS3Jpue3OX0QJHehsLhI6/Fpnb1sgABhM0FZJYUlA5690sxVthy8FwF/iCkohAFl8BWWDLjB9+r6NyN48PCwJtYEUogemt8VUlCwcWZfJ9537ga888zGie6Fhfdu7kONUrzxpNWNHorCEgKhtGH6ZIfEpk2b6M6dOxs9DAUFBYWmASHkIUrppqDPFKWjoKCgsEygDL6CgoLCMoEy+AoKCgrLBMrgKygoKCwTKIOvoKCgsEygDL6CgoLCMoEy+AoKCgrLBMrgKygoKCwTRLrwihAyDOD5ef56N4CDIQ4nLERxXFEcE6DGNVdEcVxRHBOwtMd1OKW0J+iDSBv8hYAQsnO6arNGIorjiuKYADWuuSKK44rimIDlOy5F6SgoKCgsEyiDr6CgoLBMsJQN/i2NHsA0iOK4ojgmQI1rrojiuKI4JmCZjmvJcvgKCgoKCm4sZQ9fQUFBQUGCMvgKCgoKywRLzuATQi4khDxFCNlNCLm+zsdeRwj5NSHkSULI44SQD9nvf4oQMkQIecT+93rpd/7eHutThJDXLuLYniOE/Mk+/k77vU5CyC8IIbvs/zvqNS5CyDHS9XiEEDJJCNnWiGtFCLmNEHKAEPJn6b05XxtCyOn2Nd5NCPkSma4T9sLG9S+EkL8QQh4jhPyAENJuv7+eEFKSrtvNdR7XnO9bncb1XWlMzxFCHrHfr8v1msEmNGZ+UUqXzD8AcQDPANgAQAfwKICNdTz+KgCn2T+3AHgawEYAnwLwdwHf32iPMQmgzx57fJHG9hyAbs97/wzgevvn6wF8rt7jku7bSwAOb8S1ArAFwGkA/ryQawPgjwBeDoAA+AmA1y3CuF4DQLN//pw0rvXy9zx/px7jmvN9q8e4PJ9/HsAn63m9ML1NaMj8Wmoe/pkAdlNKn6WUGgDuBHBRvQ5OKd1HKR2wf54C8CSANTP8ykUA7qSUViilgwB2g51DvXARgG/YP38DwFsaNK7zATxDKZ2pqnrRxkQp7QcwGnC8WV8bQsgqAK2U0gcoW53flH4ntHFRSn9OKbXsl/8NYO1Mf6Ne45oBDb1eHLY3/DYA35npb4Q9rhlsQkPm11Iz+GsAvCi93oOZDe6igRCyHsCpAP5gv3WtvQ2/Tdq+1XO8FMDPCSEPEUKusd9bQSndB7CJCaC3AeMCgMvgXoiNvlbA3K/NGvvneo0PAN4D5ulx9BFCHiaE/IYQco79Xj3HNZf7Vu/rdQ6A/ZTSXdJ7db1eHpvQkPm11Ax+EKdV97xTQkgOwPcBbKOUTgL4KoAjAJwCYB/Y1hKo73jPppSeBuB1AD5ICNkyw3frNi5CiA7gzQDust+KwrWaCdONo67jI4R8DIAF4A77rX0ADqOUngrgwwC+TQhpreO45nrf6n0/3wG3U1HX6xVgE6b96jTHD2VcS83g7wGwTnq9FsDeeg6AEJIAu7F3UErvBgBK6X5KaZVSWgNwKxwqom7jpZTutf8/AOAH9hj221tFvpU9UO9xgT2ABiil++3xNfxa2ZjrtdkDN72yaOMjhFwF4I0A3mVv72FTACP2zw+Bcb9H12tc87hv9bxeGoC3AviuNN66Xa8gm4AGza+lZvAfBHAUIaTP9hwvA3BPvQ5u84RfB/AkpfQL0vurpK9dDIBnEdwD4DJCSJIQ0gfgKLDATNjjyhJCWvjPYIG/P9vHv8r+2lUAflTPcdlweV6NvlYS5nRt7G35FCHkLHseXCn9TmgghFwI4KMA3kwpLUrv9xBC4vbPG+xxPVvHcc3pvtVrXDYuAPAXSqmgROp1vaazCWjU/Jpv9Dmq/wC8HiwS/gyAj9X52JvBtlmPAXjE/vd6AN8C8Cf7/XsArJJ+52P2WJ/CArMUZhjXBrDI/6MAHufXBUAXgF8C2GX/31nncWUAjABok96r+7UCe+DsA2CCeVLvnc+1AbAJzNA9A+DLsCvZQx7XbjCOl8+vm+3vXmLf20cBDAB4U53HNef7Vo9x2e9vB/B+z3frcr0wvU1oyPxS0goKCgoKywRLjdJRUFBQUJgGyuArKCgoLBMog6+goKCwTKAMvoKCgsIygTL4CgoKCssEyuArKCgoLBMog6+goKCwTPD/A8lwg/uqoaYWAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "peaks,pros = sig.find_peaks(outt,prominence=0)\n",
    "plt.plot(outt/out[int(len(out)/2)])\n",
    "plt.plot(peaks,outt[peaks]/out[int(len(out)/2)],'x')\n",
    "print(peaks.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(7,)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1ccc2cfbd30>]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "peaks2,pros2 = sig.find_peaks(outt,height=0.3*out[int(len(out)/2)])\n",
    "print(peaks2.shape)\n",
    "plt.plot(outt)\n",
    "plt.plot(peaks2,outt[peaks2],'x')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(41,)\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "peaks,pros = sig.find_peaks(outt,prominence=0)\n",
    "peaks2,pros = sig.find_peaks(outt,height=0.3*out[int(len(out)/2)])\n",
    "plt.plot(tt,outt/out[int(len(out)/2)])\n",
    "plt.plot(peaks/fs-21,outt[peaks]/out[int(len(out)/2)],'x')\n",
    "plt.plot(peaks2/fs-21,outt[peaks2]/out[int(len(out)/2)],'o')\n",
    "print(peaks.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "自相关每天和每周都呈现振荡行为，而且非常近似。这是意料之中的，因为大楼内在人们工作时间温度较高，晚上和周末温度较低。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(2017,)\n",
      "(2016,)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1ccc37cdb70>]"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "autocor,lags = xcorr(tempnorm,tempnorm,3*7*fs)\n",
    "print(autocor.shape)\n",
    "print(lags.shape)\n",
    "plt.plot(lags/fs,autocor[0:2016])"
   ]
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "9ebf9cfd872009544a161647ac82c48f4cc096aba58631b69e515c7576d66293"
  },
  "kernelspec": {
   "display_name": "Python 3.6.13 ('pytorch')",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.13"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
